Machine Learning Fundamentals with Python Training Course

Course

In City Of London

Price on request

Description

  • Type

    Course

  • Location

    City of london

The aim of this course is to provide a basic proficiency in applying Machine Learning methods in practice. Through the use of the Python programming language and its various libraries, and based on a multitude of practical examples this course teaches how to use the most important building blocks of Machine Learning, how to make data modeling decisions, interpret the outputs of the algorithms and validate the results.
Our goal is to give you the skills to understand and use the most fundamental tools from the Machine Learning toolbox confidently and avoid the common pitfalls of Data Sciences applications.

Facilities

Location

Start date

City Of London (London)
See map
Token House, 11-12 Tokenhouse Yard, EC2R 7AS

Start date

On request

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Subjects

  • Trading
  • Trading Strategy
  • Algorithms
  • Banking
  • Finance
  • Financial
  • Trade
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Course programme

Introduction to Applied Machine Learning

  • Statistical learning vs. Machine learning
  • Iteration and evaluation
  • Bias-Variance trade-off
Machine Learning with Python
  • Choice of libraries
  • Add-on tools
Regression
  • Linear regression
  • Generalizations and Nonlinearity
  • Exercises
Classification
  • Bayesian refresher
  • Naive Bayes
  • Logistic regression
  • K-Nearest neighbors
  • Exercises
Cross-validation and Resampling
  • Cross-validation approaches
  • Bootstrap
  • Exercises
Unsupervised Learning
  • K-means clustering
  • Examples
  • Challenges of unsupervised learning and beyond K-means

Machine Learning Fundamentals with Python Training Course

Price on request